Model type | Variables included | AUC (correlation-based FS) | AUC (correlation-based FS + recursive elimination) |
---|---|---|---|
SVM | Clinical | 0.68 | 0.71 |
Random forest | Clinical | 0.72 | 0.74 |
XGBoost | Clinical | 0.68 | 0.72 |
Naïve Bayes | Clinical | 0.71 | 0.72 |
SVM | Radiomics | 0.55 | 0.62 |
Random forest | Radiomics | 0.57 | 0.64 |
XGBoost | Radiomics | 0.48 | 0.60 |
Naïve Bayes | Radiomics | 0.65 | 0.67 |
SVM | Clinical + Radiomics | 0.66 | 0.70 |
Random forest | Clinical + Radiomics | 0.62 | 0.74 |
XGBoost | Clinical + Radiomics | 0.56 | 0.71 |
Naïve Bayes | Clinical + Radiomics | 0.67 | 0.76 |